The photographer's flash seemed to sear across her vision. Clara shifted from foot to foot, the polished floor cold beneath her. The air conditioning was on full blast, but she felt a heat rising from the pit of her stomach, radiating outward. Her mother’s knowing gaze felt like a weight.

She'd promised herself she wouldn’t cry. But as she began speaking, a tremor passed through her. Each word felt like a physical exertion. The room was a bright, boisterous soundscape, but she couldn’t focus. The memories, the unspoken grievances, the love – it was all too much.

She blinked rapidly, fighting back tears. Her father, sensing her distress, subtly squeezed her hand. She managed a watery smile and kept going. This was for them.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290